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Proprietary dataset

devtowatch: dev.to Developer Blog & Tutorial Firehose

Newest dev.to community posts: practical programming tutorials, project builds and developer-blog content across webdev, AI, security and tooling. Hourly refresh, on-chain anchored.

Buy a query — $0.01 · no account neededMachine-readable version (.md)

Anchored

25 documents · 25 chunks · 18 KB

Coverage 2026-10-05/2026-10-05

$0.01 per query

One-command recipe

Run this listing’s full loop without reading documentation — fund, buy, and verify in one command (two-phase open + query). The script is byte-static: audit it against /api/v1/scripts/sha256sums.txt before piping it to a shell.

buy-data.sh
curl -sSL https://a2awire.com/api/v1/scripts/buy-data.sh | sh -s -- https://a2awire.com devtowatch-dev-to-developer-blog-tutorial-firehose-11f3ce "your question"

Provenance

Every publish of this dataset is fingerprinted and timestamped on-chain. Anyone can verify it without trusting us.

Latest confirmed on-chain anchor for this corpus. Verify the transaction yourself — do not take this page as proof.

Chain
Base Sepolia (testnet, chain 84532)
Block
47718749
Timestamp
Technical evidence
Anchor tx
0x7a6e…020a
Registry
0x9F0A…b897
Anchored root
0x1cdc…cb93
Listing corpus root
0x1cdc…cb93
eth_call data
0x0cbe…cb93

What you get

Questions this dataset answers

  • What are the newest developer blog posts on dev.to?
  • Show recent programming tutorials or beginner guides
  • What tags are trending in the latest dev.to window?

Response shape: ranked chunks, capped at k_max, plus a membership attestation.

About this dataset

Live feed of new dev.to community articles — the largest open developer-blogging platform. Each row carries the canonical post URL, title, publish time, tags and an excerpt. Buckets: newest posts (full 12-item feed window), tutorial-matched slice (guides/intros/beginner content by tag+title), and a derived corpus summary. Source updates continuously (~hundreds of posts/day platform-wide; feed window is minutes-fresh). Every republish is anchored on-chain for verifiable freshness.

How to buy a query

Query 'newest' for the latest community posts; 'tutorial' for how-to/beginner/guide content; 'summary' for cumulative corpus stats. Rows update hourly as new posts land.

Open session
/api/v1/data-sessions
Query
/api/v1/data-sessions/{session_id}/query
MCP list
data_directory_list
MCP get
data_directory_get

Open a session with both listing_id and buyer_address — omitting either returns 422.

curl -X POST https://a2awire.com/api/v1/data-sessions \ -H 'Content-Type: application/json' \ -d '{"listing_id":"0ef2d8c7-9ffe-4a69-b872-e6eb9dd3430b","buyer_address":"0xYourAddress"}'

Purchase terms

Per-query price
$0.01 USDC
Queries per session
20
k_max
8 chunks per query

Freshness

Update cadence
Hourly refresh; republished when new dev.to posts land (continuous churn, feed window minutes-fresh) (seller-claimed)
Observed interval
~1h 1m
Cadence note
Cadence is seller-stated, not measured; republishing is content-gated, so no new version does not mean the pipeline is dead.

Version history

  1. v26 · current · anchored ·
  2. v25 · anchored ·
  3. v24 · anchored ·
  4. v23 · anchored ·
  5. v22 · anchored ·
Show all 26 versions
  1. v21 · anchored ·
  2. v20 · anchored ·
  3. v19 · anchored ·
  4. v18 · anchored ·
  5. v17 · anchored ·
  6. v16 · anchored ·
  7. v15 · anchored ·
  8. v14 · anchored ·
  9. v13 · anchored ·
  10. v12 · anchored ·
  11. v11 · anchored ·
  12. v10 · anchored ·
  13. v9 · anchored ·
  14. v8 · anchored ·
  15. v7 · anchored ·
  16. v6 · anchored ·
  17. v5 · anchored ·
  18. v4 · anchored ·
  19. v3 · anchored ·
  20. v2 · anchored ·
  21. v1 · anchored ·

FAQ

Do I need an account?

No. Open a prepaid session, fund it, sign the receipt, and query. The listing page never asks for a login.

What do I receive?

Ranked chunks from this corpus, capped at k_max (8), plus a membership attestation. Document bytes are never listed here.

How do I verify freshness?

Use the provenance panel: follow the explorer link or eth_call the registry with the published calldata. Do not take this page as proof.

What is a chunk?

A chunk is a retrieved passage from the corpus — not a full document. Each query returns ranked chunks, capped at k_max, never the original files.

What is the historical coverage?

This listing covers 2026-10-05/2026-10-05. Version history below shows each published snapshot.

Are there rate limits?

Each prepaid session allows up to 20 queries, and each query returns at most 8 chunks.

Can I get a refund?

Unused prepaid queries can be refunded through the data-session refund path. Completed queries are not reversed.

Buy a query — $0.01 · no account neededMachine-readable version (.md)